library(data.table)
library(dplyr)
library(DT)
library("Hmisc")
library(ggplot2)
library(plotly)
library(tidyr)

Podsumowanie

Analizowany zbiór posiada ponad 500 000 przykładów ligandów opisanych przez ponad 400 zmiennych. W dokonanej analizie zostały przedstawione wyniki dla 50-ciu najpopularniejszych klas ligandów. W prezentowanych wynikach można zauważyć, że największym problemem analityka jest dobre poznanie zbioru oraz jego własności. Poniższa analiza przedstawia niestety tylko ogólne charakterystyki dla zbioru, które mogą stanowić fundament do bardziej szczegółowej analizy.

Rozmiar zbioru

## [1] 585339    412

Podstawowe statystyki

##  blob_coverage      res_coverage          title          
##  Length:585339      Length:585339      Length:585339     
##  Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character  
##                                                          
##                                                          
##                                                          
##                                                          
##    pdb_code           res_name            res_id         
##  Length:585339      Length:585339      Length:585339     
##  Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character  
##                                                          
##                                                          
##                                                          
##                                                          
##    chain_id         blob_volume_coverage blob_volume_coverage_second
##  Length:585339      Min.   :0.02004      Min.   :0.0000             
##  Class :character   1st Qu.:0.50000      1st Qu.:0.0000             
##  Mode  :character   Median :0.72662      Median :0.0000             
##                     Mean   :0.66826      Mean   :0.0199             
##                     3rd Qu.:0.86957      3rd Qu.:0.0000             
##                     Max.   :1.00000      Max.   :0.9989             
##                                                                     
##  res_volume_coverage res_volume_coverage_second local_res_atom_count
##  Min.   :0.001884    Min.   :0.00000            Min.   :  1.0       
##  1st Qu.:0.249295    1st Qu.:0.00000            1st Qu.:  4.0       
##  Median :0.463163    Median :0.00000            Median :  6.0       
##  Mean   :0.500310    Mean   :0.06738            Mean   : 13.9       
##  3rd Qu.:0.713459    3rd Qu.:0.00000            3rd Qu.: 20.0       
##  Max.   :1.000000    Max.   :1.00000            Max.   :178.0       
##                                                                     
##  local_res_atom_non_h_count local_res_atom_non_h_occupancy_sum
##  Min.   :  1.00             Min.   : -7.38                    
##  1st Qu.:  4.00             1st Qu.:  3.75                    
##  Median :  6.00             Median :  6.00                    
##  Mean   : 13.56             Mean   : 13.12                    
##  3rd Qu.: 19.00             3rd Qu.: 18.00                    
##  Max.   :111.00             Max.   :111.00                    
##                                                               
##  local_res_atom_non_h_electron_sum
##  Min.   :   3.0                   
##  1st Qu.:  30.0                   
##  Median :  48.0                   
##  Mean   : 100.5                   
##  3rd Qu.: 133.0                   
##  Max.   :1848.0                   
##                                   
##  local_res_atom_non_h_electron_occupancy_sum local_res_atom_C_count
##  Min.   :-45.91                              Min.   : 0.000        
##  1st Qu.: 28.00                              1st Qu.: 0.000        
##  Median : 48.00                              Median : 3.000        
##  Mean   : 96.51                              Mean   : 7.775        
##  3rd Qu.:126.00                              3rd Qu.:10.000        
##  Max.   :858.00                              Max.   :84.000        
##                                                                    
##  local_res_atom_N_count local_res_atom_O_count local_res_atom_S_count
##  Min.   : 0.000         Min.   : 0.000         Min.   : 0.0000       
##  1st Qu.: 0.000         1st Qu.: 1.000         1st Qu.: 0.0000       
##  Median : 0.000         Median : 3.000         Median : 0.0000       
##  Mean   : 1.195         Mean   : 3.778         Mean   : 0.2177       
##  3rd Qu.: 1.000         3rd Qu.: 5.000         3rd Qu.: 0.0000       
##  Max.   :28.000         Max.   :61.000         Max.   :13.0000       
##                                                                      
##  dict_atom_non_h_count dict_atom_non_h_electron_sum dict_atom_C_count
##  Min.   :  1.00        Min.   :   3                 Min.   : 0.000   
##  1st Qu.:  4.00        1st Qu.:  30                 1st Qu.: 0.000   
##  Median :  6.00        Median :  48                 Median : 3.000   
##  Mean   : 13.89        Mean   : 103                 Mean   : 7.918   
##  3rd Qu.: 20.00        3rd Qu.: 136                 3rd Qu.:10.000   
##  Max.   :128.00        Max.   :1223                 Max.   :93.000   
##  NA's   :11007         NA's   :11007                NA's   :11007    
##  dict_atom_N_count dict_atom_O_count dict_atom_S_count skeleton_data     
##  Min.   : 0.000    Min.   : 0.000    Min.   : 0.000    Length:585339     
##  1st Qu.: 0.000    1st Qu.: 1.000    1st Qu.: 0.000    Class :character  
##  Median : 0.000    Median : 3.000    Median : 0.000    Mode  :character  
##  Mean   : 1.172    Mean   : 3.983    Mean   : 0.217                      
##  3rd Qu.: 1.000    3rd Qu.: 6.000    3rd Qu.: 0.000                      
##  Max.   :28.000    Max.   :55.000    Max.   :13.000                      
##  NA's   :11007     NA's   :11007     NA's   :11007                       
##  skeleton_cycle_4    skeleton_diameter skeleton_cycle_6   
##  Min.   :   0.0000   Min.   :  0.00    Min.   :  0.00000  
##  1st Qu.:   0.0000   1st Qu.:  2.00    1st Qu.:  0.00000  
##  Median :   0.0000   Median : 13.00    Median :  0.00000  
##  Mean   :   0.3675   Mean   : 24.14    Mean   :  0.01258  
##  3rd Qu.:   0.0000   3rd Qu.: 32.00    3rd Qu.:  0.00000  
##  Max.   :2792.0000   Max.   :671.00    Max.   :150.00000  
##                                                           
##  skeleton_cycle_7  skeleton_closeness_006_008 skeleton_closeness_002_004
##  Min.   : 0.0000   Min.   :  0.000            Min.   :  0.0000          
##  1st Qu.: 0.0000   1st Qu.:  0.000            1st Qu.:  0.0000          
##  Median : 0.0000   Median :  0.000            Median :  0.0000          
##  Mean   : 0.0042   Mean   :  2.571            Mean   :  0.0839          
##  3rd Qu.: 0.0000   3rd Qu.:  0.000            3rd Qu.:  0.0000          
##  Max.   :54.0000   Max.   :417.000            Max.   :907.0000          
##                                                                         
##  skeleton_cycle_3   skeleton_avg_degree skeleton_closeness_004_006
##  Min.   :  0.0000   Min.   :0.000       Min.   :  0.0000          
##  1st Qu.:  0.0000   1st Qu.:1.333       1st Qu.:  0.0000          
##  Median :  0.0000   Median :1.867       Median :  0.0000          
##  Mean   :  0.0553   Mean   :1.567       Mean   :  0.9303          
##  3rd Qu.:  0.0000   3rd Qu.:1.962       3rd Qu.:  0.0000          
##  Max.   :957.0000   Max.   :6.459       Max.   :492.0000          
##                                                                   
##  skeleton_closeness_010_012 skeleton_closeness_012_014 skeleton_edges   
##  Min.   :  0.000            Min.   :   0.000           Min.   :   0.00  
##  1st Qu.:  0.000            1st Qu.:   0.000           1st Qu.:   2.00  
##  Median :  0.000            Median :   0.000           Median :  14.00  
##  Mean   :  3.465            Mean   :   3.225           Mean   :  35.39  
##  3rd Qu.:  0.000            3rd Qu.:   0.000           3rd Qu.:  40.00  
##  Max.   :779.000            Max.   :2579.000           Max.   :9934.00  
##                                                                         
##  skeleton_radius  skeleton_cycle_8_plus skeleton_closeness_020_030
##  Min.   :  0.00   Min.   :   0.0000     Min.   :   0.000          
##  1st Qu.:  1.00   1st Qu.:   0.0000     1st Qu.:   0.000          
##  Median :  7.00   Median :   0.0000     Median :   0.000          
##  Mean   : 12.37   Mean   :   0.1878     Mean   :   5.239          
##  3rd Qu.: 17.00   3rd Qu.:   0.0000     3rd Qu.:   1.000          
##  Max.   :336.00   Max.   :1863.0000     Max.   :1009.000          
##                                                                   
##  skeleton_deg_5_plus skeleton_closeness_016_018 skeleton_closeness_008_010
##  Min.   :   0.0000   Min.   :  0.000            Min.   :  0.000           
##  1st Qu.:   0.0000   1st Qu.:  0.000            1st Qu.:  0.000           
##  Median :   0.0000   Median :  0.000            Median :  0.000           
##  Mean   :   0.1462   Mean   :  2.216            Mean   :  3.454           
##  3rd Qu.:   0.0000   3rd Qu.:  0.000            3rd Qu.:  0.000           
##  Max.   :2998.0000   Max.   :434.000            Max.   :304.000           
##                                                                           
##  skeleton_closeness_018_020 skeleton_average_clustering
##  Min.   :  0.000            Min.   :0.0000000          
##  1st Qu.:  0.000            1st Qu.:0.0000000          
##  Median :  0.000            Median :0.0000000          
##  Mean   :  1.727            Mean   :0.0001221          
##  3rd Qu.:  0.000            3rd Qu.:0.0000000          
##  Max.   :569.000            Max.   :0.4666667          
##                                                        
##  skeleton_closeness_040_050 skeleton_closeness_014_016 skeleton_center  
##  Min.   :  0.000            Min.   :  0.00             Min.   :  1.000  
##  1st Qu.:  0.000            1st Qu.:  0.00             1st Qu.:  1.000  
##  Median :  0.000            Median :  0.00             Median :  1.000  
##  Mean   :  1.828            Mean   :  2.81             Mean   :  1.616  
##  3rd Qu.:  1.000            3rd Qu.:  0.00             3rd Qu.:  2.000  
##  Max.   :572.000            Max.   :129.00             Max.   :251.000  
##                                                                         
##  skeleton_closeness_000_002 skeleton_density  skeleton_closeness_030_040
##  Min.   :  0.0000           Min.   :0.00000   Min.   :  0.000           
##  1st Qu.:  0.0000           1st Qu.:0.02564   1st Qu.:  0.000           
##  Median :  0.0000           Median :0.09091   Median :  0.000           
##  Mean   :  0.1148           Mean   :0.22008   Mean   :  2.813           
##  3rd Qu.:  0.0000           3rd Qu.:0.25000   3rd Qu.:  1.000           
##  Max.   :204.0000           Max.   :1.00000   Max.   :864.000           
##                                                                         
##  skeleton_deg_4     skeleton_deg_0   skeleton_deg_1   skeleton_deg_2  
##  Min.   :  0.0000   Min.   :0.0000   Min.   : 0.000   Min.   :  0.00  
##  1st Qu.:  0.0000   1st Qu.:0.0000   1st Qu.: 2.000   1st Qu.:  1.00  
##  Median :  0.0000   Median :0.0000   Median : 2.000   Median : 12.00  
##  Mean   :  0.1191   Mean   :0.1135   Mean   : 3.217   Mean   : 30.13  
##  3rd Qu.:  0.0000   3rd Qu.:0.0000   3rd Qu.: 3.000   3rd Qu.: 35.00  
##  Max.   :228.0000   Max.   :1.0000   Max.   :85.000   Max.   :877.00  
##                                                                       
##  skeleton_deg_3    skeleton_graph_clique_number skeleton_nodes   
##  Min.   :  0.000   Min.   :1.000                Min.   :   1.00  
##  1st Qu.:  0.000   1st Qu.:2.000                1st Qu.:   3.00  
##  Median :  0.000   Median :2.000                Median :  15.00  
##  Mean   :  1.982   Mean   :1.893                Mean   :  35.71  
##  3rd Qu.:  2.000   3rd Qu.:2.000                3rd Qu.:  40.00  
##  Max.   :157.000   Max.   :5.000                Max.   :3801.00  
##                                                                  
##  skeleton_cycles   skeleton_cycle_5   skeleton_closeness_050_plus
##  Min.   :   0.00   Min.   :  0.0000   Min.   :  0.000            
##  1st Qu.:   0.00   1st Qu.:  0.0000   1st Qu.:  0.000            
##  Median :   0.00   Median :  0.0000   Median :  3.000            
##  Mean   :   0.68   Mean   :  0.0527   Mean   :  5.229            
##  3rd Qu.:   0.00   3rd Qu.:  0.0000   3rd Qu.: 11.000            
##  Max.   :6134.00   Max.   :320.0000   Max.   :310.000            
##                                                                  
##  skeleton_periphery  local_volume      local_electrons   
##  Min.   :  1.000    Min.   :   49.25   Min.   :  0.0117  
##  1st Qu.:  2.000    1st Qu.:  209.95   1st Qu.:  3.4240  
##  Median :  2.000    Median :  342.72   Median :  7.7073  
##  Mean   :  2.002    Mean   :  851.43   Mean   : 17.6184  
##  3rd Qu.:  2.000    3rd Qu.:  782.08   3rd Qu.: 19.5602  
##  Max.   :101.000    Max.   :90952.51   Max.   :442.4445  
##                                                          
##    local_mean          local_std           local_min   local_max       
##  Min.   :0.0001147   Min.   :0.0006606   Min.   :0   Min.   : 0.00452  
##  1st Qu.:0.0120943   1st Qu.:0.0683722   1st Qu.:0   1st Qu.: 0.56617  
##  Median :0.0186029   Median :0.0985439   Median :0   Median : 0.89061  
##  Mean   :0.0234970   Mean   :0.1225801   Mean   :0   Mean   : 1.35247  
##  3rd Qu.:0.0285268   3rd Qu.:0.1433580   3rd Qu.:0   3rd Qu.: 1.50809  
##  Max.   :0.4264420   Max.   :1.9595600   Max.   :0   Max.   :44.63360  
##                                                                        
##  local_max_over_std local_skewness     local_cut_by_mainchain_volume
##  Min.   :  2.836    Min.   :0.001174   Min.   : 0.0000              
##  1st Qu.:  5.243    1st Qu.:0.120913   1st Qu.: 0.0000              
##  Median :  7.251    Median :0.174443   Median : 0.0000              
##  Mean   :  9.750    Mean   :0.222814   Mean   : 0.3616              
##  3rd Qu.: 11.274    3rd Qu.:0.256536   3rd Qu.: 0.0240              
##  Max.   :173.252    Max.   :4.035155   Max.   :53.5040              
##                                                                     
##  local_near_cut_count_C local_near_cut_count_other local_near_cut_count_S
##  Min.   :  0.000        Min.   : 0.00000           Min.   : 0.0000       
##  1st Qu.:  0.000        1st Qu.: 0.00000           1st Qu.: 0.0000       
##  Median :  2.000        Median : 0.00000           Median : 0.0000       
##  Mean   :  4.372        Mean   : 0.01279           Mean   : 0.1215       
##  3rd Qu.:  6.000        3rd Qu.: 0.00000           3rd Qu.: 0.0000       
##  Max.   :163.000        Max.   :14.00000           Max.   :15.0000       
##                                                                          
##  local_near_cut_count_O local_near_cut_count_N
##  Min.   : 0.00          Min.   : 0.000        
##  1st Qu.: 0.00          1st Qu.: 0.000        
##  Median : 1.00          Median : 1.000        
##  Mean   : 2.12          Mean   : 2.146        
##  3rd Qu.: 3.00          3rd Qu.: 3.000        
##  Max.   :76.00          Max.   :41.000        
##                                               
##  part_00_shape_segments_count part_00_density_segments_count
##  Min.   :     0.0             Min.   :     0.0              
##  1st Qu.:     5.0             1st Qu.:     5.0              
##  Median :    25.0             Median :    25.0              
##  Mean   :   335.6             Mean   :   335.6              
##  3rd Qu.:   139.0             3rd Qu.:   139.0              
##  Max.   :114577.0             Max.   :114577.0              
##                                                             
##  part_00_volume    part_00_electrons  part_00_mean     part_00_std     
##  Min.   :   0.00   Min.   :  0.000   Min.   :0.0000   Min.   :0.00000  
##  1st Qu.:   6.76   1st Qu.:  3.407   1st Qu.:0.3637   1st Qu.:0.06447  
##  Median :  14.09   Median :  7.642   Median :0.5154   Median :0.12151  
##  Mean   :  32.74   Mean   : 17.422   Mean   :0.6023   Mean   :0.20956  
##  3rd Qu.:  34.18   3rd Qu.: 18.981   3rd Qu.:0.7187   3rd Qu.:0.23400  
##  Max.   :2427.94   Max.   :441.137   Max.   :8.5969   Max.   :8.01064  
##                                                                        
##   part_00_max      part_00_max_over_std part_00_skewness  
##  Min.   : 0.0000   Min.   :  0.000      Min.   : 0.00000  
##  1st Qu.: 0.5662   1st Qu.:  5.243      1st Qu.: 0.05617  
##  Median : 0.8906   Median :  7.251      Median : 0.11127  
##  Mean   : 1.3525   Mean   :  9.750      Mean   : 0.21552  
##  3rd Qu.: 1.5081   3rd Qu.: 11.274      3rd Qu.: 0.23399  
##  Max.   :44.6336   Max.   :173.252      Max.   :10.50955  
##                                         NA's   :2         
##  part_00_parts    part_00_shape_O3    part_00_shape_O4   
##  Min.   : 0.000   Min.   :1.210e+02   Min.   :3.807e+03  
##  1st Qu.: 1.000   1st Qu.:2.636e+04   1st Qu.:1.727e+08  
##  Median : 1.000   Median :9.455e+04   Median :2.210e+09  
##  Mean   : 1.071   Mean   :1.669e+06   Mean   :1.062e+13  
##  3rd Qu.: 1.000   3rd Qu.:5.838e+05   3rd Qu.:7.047e+10  
##  Max.   :28.000   Max.   :2.629e+09   Max.   :4.338e+17  
##                   NA's   :7           NA's   :7          
##  part_00_shape_O5    part_00_shape_FL    part_00_shape_O3_norm
##  Min.   :3.378e+04   Min.   :7.600e+01   Min.   : 0.2306      
##  1st Qu.:3.130e+11   1st Qu.:8.368e+08   1st Qu.: 0.2698      
##  Median :1.421e+13   Median :3.627e+10   Median : 0.3815      
##  Mean   :1.785e+20   Mean   :6.130e+16   Mean   : 0.4920      
##  3rd Qu.:2.030e+15   3rd Qu.:5.090e+12   3rd Qu.: 0.6068      
##  Max.   :2.908e+25   Max.   :8.380e+21   Max.   :39.6469      
##  NA's   :7           NA's   :7           NA's   :7            
##  part_00_shape_O4_norm part_00_shape_O5_norm part_00_shape_FL_norm
##  Min.   :0.01756       Min.   :0.000426      Min.   :  0.00000    
##  1st Qu.:0.02160       1st Qu.:0.000511      1st Qu.:  0.00061    
##  Median :0.03363       Median :0.000765      Median :  0.00552    
##  Mean   :0.06141       Mean   :0.001972      Mean   :  0.05614    
##  3rd Qu.:0.06885       3rd Qu.:0.001749      3rd Qu.:  0.03164    
##  Max.   :6.01088       Max.   :0.411045      Max.   :189.35070    
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_shape_I1    part_00_shape_I2    part_00_shape_I3   
##  Min.   :4.800e+02   Min.   :5.694e+04   Min.   :4.999e+04  
##  1st Qu.:1.149e+06   1st Qu.:2.021e+11   1st Qu.:4.893e+11  
##  Median :7.535e+06   Median :8.364e+12   Median :2.320e+13  
##  Mean   :2.952e+09   Mean   :2.915e+20   Mean   :8.551e+22  
##  3rd Qu.:1.272e+08   3rd Qu.:1.848e+15   3rd Qu.:8.092e+15  
##  Max.   :1.633e+14   Max.   :3.583e+25   Max.   :2.665e+28  
##  NA's   :7           NA's   :7           NA's   :7          
##  part_00_shape_I4    part_00_shape_I5    part_00_shape_I6   
##  Min.   :4.200e+01   Min.   :2.000e+00   Min.   :2.234e+04  
##  1st Qu.:4.277e+08   1st Qu.:6.515e+07   1st Qu.:1.346e+10  
##  Median :1.985e+10   Median :5.985e+09   Median :3.235e+11  
##  Mean   :3.451e+16   Mean   :1.665e+16   Mean   :1.653e+18  
##  3rd Qu.:3.046e+12   3rd Qu.:1.290e+12   3rd Qu.:3.792e+13  
##  Max.   :4.527e+21   Max.   :1.957e+21   Max.   :3.743e+23  
##  NA's   :7           NA's   :7           NA's   :7          
##  part_00_shape_I1_norm part_00_shape_I2_norm part_00_shape_I3_norm
##  Min.   :   0.0632     Min.   :  0.00104     Min.   :      0      
##  1st Qu.:   0.0981     1st Qu.:  0.00193     1st Qu.:      0      
##  Median :   0.2298     Median :  0.00661     Median :      0      
##  Mean   :   0.5528     Mean   :  0.08990     Mean   :     31      
##  3rd Qu.:   0.5898     3rd Qu.:  0.03465     3rd Qu.:      0      
##  Max.   :2760.5726     Max.   :303.90731     Max.   :7617375      
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_shape_I4_norm part_00_shape_I5_norm part_00_shape_I6_norm
##  Min.   :  0.00000     Min.   :  0.00000     Min.   :     0.00    
##  1st Qu.:  0.00028     1st Qu.:  0.00004     1st Qu.:     0.01    
##  Median :  0.00311     Median :  0.00106     Median :     0.04    
##  Mean   :  0.03829     Mean   :  0.02640     Mean   :     0.85    
##  3rd Qu.:  0.01957     3rd Qu.:  0.00950     3rd Qu.:     0.19    
##  Max.   :189.07167     Max.   :188.88566     Max.   :109414.70    
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_shape_M000 part_00_shape_CI     part_00_shape_E3_E1
##  Min.   :    38     Min.   :-129.45458   Min.   :0.000066   
##  1st Qu.:   845     1st Qu.:  -0.77772   1st Qu.:0.087185   
##  Median :  1761     Median :   0.00028   Median :0.171481   
##  Mean   :  4093     Mean   :   0.04576   Mean   :0.244458   
##  3rd Qu.:  4273     3rd Qu.:   0.82325   3rd Qu.:0.360112   
##  Max.   :303493     Max.   :  70.04396   Max.   :0.994777   
##  NA's   :7          NA's   :7            NA's   :7          
##  part_00_shape_E2_E1 part_00_shape_E3_E2 part_00_shape_sqrt_E1
##  Min.   :0.000129    Min.   :0.01144     Min.   :  1.076      
##  1st Qu.:0.216446    1st Qu.:0.37203     1st Qu.:  4.005      
##  Median :0.384132    Median :0.57391     Median :  5.856      
##  Mean   :0.425595    Mean   :0.55501     Mean   :  7.997      
##  3rd Qu.:0.618134    3rd Qu.:0.74494     3rd Qu.:  9.976      
##  Max.   :1.000000    Max.   :1.00000     Max.   :202.762      
##  NA's   :7           NA's   :7           NA's   :7            
##  part_00_shape_sqrt_E2 part_00_shape_sqrt_E3 part_00_density_O3 
##  Min.   : 0.7389       Min.   : 0.5959       Min.   :       10  
##  1st Qu.: 2.5797       1st Qu.: 1.9492       1st Qu.:    12674  
##  Median : 3.4955       Median : 2.5748       Median :    46240  
##  Mean   : 4.4171       Mean   : 2.9344       Mean   :   788428  
##  3rd Qu.: 5.2246       3rd Qu.: 3.4617       3rd Qu.:   257105  
##  Max.   :34.5164       Max.   :20.3426       Max.   :567372596  
##  NA's   :7             NA's   :7             NA's   :7          
##  part_00_density_O4  part_00_density_O5  part_00_density_FL  
##  Min.   :2.400e+01   Min.   :1.700e+01   Min.   :-3.000e+00  
##  1st Qu.:3.967e+07   1st Qu.:3.448e+10   1st Qu.: 1.568e+08  
##  Median :5.300e+08   Median :1.649e+12   Median : 8.013e+09  
##  Mean   :1.342e+12   Mean   :1.718e+18   Mean   : 3.673e+15  
##  3rd Qu.:1.350e+10   3rd Qu.:1.686e+14   3rd Qu.: 1.066e+12  
##  Max.   :2.006e+16   Max.   :1.808e+23   Max.   : 4.049e+20  
##  NA's   :7           NA's   :7           NA's   :7           
##  part_00_density_O3_norm part_00_density_O4_norm part_00_density_O5_norm
##  Min.   :  0.0356        Min.   : 0.00042        Min.   : 0.000002      
##  1st Qu.:  0.3822        1st Qu.: 0.04116        1st Qu.: 0.001244      
##  Median :  0.6047        Median : 0.08751        Median : 0.003187      
##  Mean   :  0.7472        Mean   : 0.14645        Mean   : 0.007762      
##  3rd Qu.:  0.9580        3rd Qu.: 0.17921        3rd Qu.: 0.007750      
##  Max.   :412.3283        Max.   :32.92662        Max.   :27.995065      
##  NA's   :7               NA's   :7               NA's   :7              
##  part_00_density_FL_norm part_00_density_I1  part_00_density_I2 
##  Min.   :   -0.035       Min.   :4.200e+01   Min.   :3.630e+02  
##  1st Qu.:    0.002       1st Qu.:5.256e+05   1st Qu.:4.199e+10  
##  Median :    0.018       Median :3.349e+06   Median :1.660e+12  
##  Mean   :    0.344       Mean   :1.034e+09   Mean   :1.362e+19  
##  3rd Qu.:    0.127       3rd Qu.:5.470e+07   3rd Qu.:3.311e+14  
##  Max.   :29271.048       Max.   :1.282e+13   Max.   :1.509e+24  
##  NA's   :7               NA's   :7           NA's   :7          
##  part_00_density_I3  part_00_density_I4   part_00_density_I5 
##  Min.   :5.040e+02   Min.   :-1.000e+00   Min.   :0.000e+00  
##  1st Qu.:1.030e+11   1st Qu.: 8.363e+07   1st Qu.:1.798e+07  
##  Median :4.597e+12   Median : 4.842e+09   Median :1.903e+09  
##  Mean   :9.844e+20   Mean   : 2.212e+15   Mean   :1.237e+15  
##  3rd Qu.:1.542e+15   3rd Qu.: 7.112e+11   3rd Qu.:3.701e+11  
##  Max.   :1.643e+26   Max.   : 2.342e+20   Max.   :1.203e+20  
##  NA's   :7           NA's   :7            NA's   :7          
##  part_00_density_I6  part_00_density_I1_norm part_00_density_I2_norm
##  Min.   :1.830e+02   Min.   :     0.00       Min.   :   0.000       
##  1st Qu.:2.962e+09   1st Qu.:     0.22       1st Qu.:   0.009       
##  Median :6.864e+10   Median :     0.57       Median :   0.045       
##  Mean   :4.027e+16   Mean   :     2.41       Mean   :   0.739       
##  3rd Qu.:7.337e+12   3rd Qu.:     1.52       3rd Qu.:   0.237       
##  Max.   :5.255e+21   Max.   :298590.95       Max.   :7616.409       
##  NA's   :7           NA's   :7               NA's   :7              
##  part_00_density_I3_norm part_00_density_I4_norm part_00_density_I5_norm
##  Min.   :0.000e+00       Min.   :   -0.012       Min.   :    0.000      
##  1st Qu.:0.000e+00       1st Qu.:    0.001       1st Qu.:    0.000      
##  Median :0.000e+00       Median :    0.011       Median :    0.005      
##  Mean   :1.761e+05       Mean   :    0.276       Mean   :    0.231      
##  3rd Qu.:1.000e+00       3rd Qu.:    0.085       3rd Qu.:    0.049      
##  Max.   :8.912e+10       Max.   :29231.847       Max.   :29205.712      
##  NA's   :7               NA's   :7               NA's   :7              
##  part_00_density_I6_norm part_00_density_M000 part_00_density_CI  
##  Min.   :        0       Min.   :    1.86     Min.   :-155.70141  
##  1st Qu.:        0       1st Qu.:  425.88     1st Qu.:  -0.84098  
##  Median :        0       Median :  955.32     Median :   0.00018  
##  Mean   :      292       Mean   : 2177.81     Mean   :   0.04725  
##  3rd Qu.:        1       3rd Qu.: 2372.66     3rd Qu.:   0.88385  
##  Max.   :123080053       Max.   :55142.18     Max.   :  89.96053  
##  NA's   :7               NA's   :7            NA's   :7           
##  part_00_density_E3_E1 part_00_density_E2_E1 part_00_density_E3_E2
##  Min.   :0.000066      Min.   :0.000128      Min.   :0.01305      
##  1st Qu.:0.083809      1st Qu.:0.211683      1st Qu.:0.37111      
##  Median :0.170283      Median :0.384308      Median :0.57816      
##  Mean   :0.247223      Mean   :0.425723      Mean   :0.55705      
##  3rd Qu.:0.369874      3rd Qu.:0.622709      3rd Qu.:0.75041      
##  Max.   :0.995899      Max.   :1.000000      Max.   :1.00000      
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_density_sqrt_E1 part_00_density_sqrt_E2 part_00_density_sqrt_E3
##  Min.   :  1.072         Min.   : 0.7382         Min.   : 0.5955        
##  1st Qu.:  3.742         1st Qu.: 2.4413         1st Qu.: 1.8649        
##  Median :  5.536         Median : 3.2623         Median : 2.4204        
##  Mean   :  7.680         Mean   : 4.1928         Mean   : 2.7711        
##  3rd Qu.:  9.651         3rd Qu.: 4.9417         3rd Qu.: 3.2234        
##  Max.   :202.482         Max.   :32.9792         Max.   :19.3785        
##  NA's   :7               NA's   :7               NA's   :7              
##  part_00_shape_Z_7_3 part_00_shape_Z_0_0 part_00_shape_Z_7_0
##  Min.   :  6.303     Min.   :  3.012     Min.   :  0.6818   
##  1st Qu.: 15.435     1st Qu.: 14.203     1st Qu.:  6.4903   
##  Median : 26.425     Median : 20.504     Median : 10.0970   
##  Mean   : 40.760     Mean   : 26.090     Mean   : 17.2744   
##  3rd Qu.: 52.866     3rd Qu.: 31.939     3rd Qu.: 21.8753   
##  Max.   :558.707     Max.   :269.172     Max.   :366.9917   
##  NA's   :7           NA's   :7           NA's   :7          
##  part_00_shape_Z_7_1 part_00_shape_Z_3_0 part_00_shape_Z_5_2
##  Min.   :  3.662     Min.   :  0.5714    Min.   :  4.58     
##  1st Qu.:  9.847     1st Qu.:  5.9165    1st Qu.: 14.52     
##  Median : 17.444     Median : 10.6313    Median : 24.59     
##  Mean   : 28.005     Mean   : 14.9928    Mean   : 34.79     
##  3rd Qu.: 36.564     3rd Qu.: 19.4280    3rd Qu.: 44.81     
##  Max.   :446.136     Max.   :208.1280    Max.   :455.10     
##  NA's   :7           NA's   :7           NA's   :7          
##  part_00_shape_Z_6_1 part_00_shape_Z_3_1 part_00_shape_Z_6_0
##  Min.   :  1.808     Min.   :  2.506     Min.   :  0.02436  
##  1st Qu.: 11.916     1st Qu.: 11.226     1st Qu.:  5.44450  
##  Median : 20.707     Median : 18.005     Median :  9.82056  
##  Mean   : 31.526     Mean   : 24.292     Mean   : 14.72483  
##  3rd Qu.: 41.863     3rd Qu.: 30.606     3rd Qu.: 19.06451  
##  Max.   :476.213     Max.   :297.276     Max.   :299.01325  
##  NA's   :7           NA's   :7           NA's   :7          
##  part_00_shape_Z_2_1 part_00_shape_Z_6_3 part_00_shape_Z_2_0
##  Min.   :  2.43      Min.   :  4.114     Min.   :  1.05     
##  1st Qu.: 19.26      1st Qu.: 18.555     1st Qu.: 14.25     
##  Median : 28.55      Median : 30.925     Median : 21.67     
##  Mean   : 38.12      Mean   : 46.273     Mean   : 28.00     
##  3rd Qu.: 47.73      3rd Qu.: 60.562     3rd Qu.: 35.18     
##  Max.   :420.81      Max.   :608.431     Max.   :326.53     
##  NA's   :7           NA's   :7           NA's   :7          
##  part_00_shape_Z_6_2 part_00_shape_Z_5_0 part_00_shape_Z_5_1
##  Min.   :  2.941     Min.   :  0.7929    Min.   :  3.464    
##  1st Qu.: 16.255     1st Qu.:  5.5867    1st Qu.: 11.329    
##  Median : 27.711     Median : 12.1386    Median : 20.353    
##  Mean   : 41.788     Mean   : 18.1950    Mean   : 28.763    
##  3rd Qu.: 55.044     3rd Qu.: 24.1803    3rd Qu.: 37.437    
##  Max.   :562.202     Max.   :315.5733    Max.   :407.494    
##  NA's   :7           NA's   :7           NA's   :7          
##  part_00_shape_Z_4_2 part_00_shape_Z_1_0 part_00_shape_Z_4_1
##  Min.   :  3.537     Min.   :0.7373      Min.   :  1.95     
##  1st Qu.: 19.038     1st Qu.:1.2639      1st Qu.: 15.87     
##  Median : 31.148     Median :1.4068      Median : 26.81     
##  Mean   : 43.564     Mean   :1.4283      Mean   : 37.48     
##  3rd Qu.: 56.348     3rd Qu.:1.5706      3rd Qu.: 49.14     
##  Max.   :534.474     Max.   :2.5252      Max.   :465.60     
##  NA's   :7           NA's   :7           NA's   :7          
##  part_00_shape_Z_7_2 part_00_shape_Z_4_0 part_00_density_Z_7_3
##  Min.   :  5.742     Min.   :  0.02276   Min.   :  2.895      
##  1st Qu.: 13.111     1st Qu.:  8.12327   1st Qu.: 10.572      
##  Median : 23.158     Median : 14.75833   Median : 19.361      
##  Mean   : 36.227     Mean   : 20.37217   Mean   : 30.192      
##  3rd Qu.: 47.297     3rd Qu.: 27.11986   3rd Qu.: 38.983      
##  Max.   :530.322     Max.   :313.09343   Max.   :211.119      
##  NA's   :7           NA's   :7           NA's   :7            
##  part_00_density_Z_0_0 part_00_density_Z_7_0 part_00_density_Z_7_1
##  Min.   :  0.6671      Min.   :  0.9849      Min.   :  2.877      
##  1st Qu.: 10.0832      1st Qu.:  5.9828      1st Qu.:  7.446      
##  Median : 15.1019      Median :  8.4890      Median : 13.866      
##  Mean   : 19.0086      Mean   : 14.8229      Mean   : 22.230      
##  3rd Qu.: 23.7998      3rd Qu.: 18.7919      3rd Qu.: 28.952      
##  Max.   :114.7355      Max.   :126.9188      Max.   :159.919      
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_density_Z_3_0 part_00_density_Z_5_2 part_00_density_Z_6_1
##  Min.   : 0.4221       Min.   :  2.151       Min.   :  0.4344     
##  1st Qu.: 4.3896       1st Qu.:  9.895       1st Qu.:  7.5226     
##  Median : 7.7504       Median : 17.683       Median : 17.0585     
##  Mean   :11.2677       Mean   : 25.438       Mean   : 24.6044     
##  3rd Qu.:14.4114       3rd Qu.: 32.914       3rd Qu.: 33.3966     
##  Max.   :88.5386       Max.   :182.183       Max.   :196.0675     
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_density_Z_3_1 part_00_density_Z_6_0 part_00_density_Z_2_1
##  Min.   :  1.445       Min.   :  0.00707     Min.   :  0.7737     
##  1st Qu.:  7.490       1st Qu.:  3.55351     1st Qu.: 14.1608     
##  Median : 12.422       Median :  8.00466     Median : 21.3894     
##  Mean   : 17.242       Mean   : 12.48289     Mean   : 27.9393     
##  3rd Qu.: 21.831       3rd Qu.: 17.08645     3rd Qu.: 34.6093     
##  Max.   :120.864       Max.   :122.49338     Max.   :176.3805     
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_density_Z_6_3 part_00_density_Z_2_0 part_00_density_Z_6_2
##  Min.   :  0.5449      Min.   :  0.3607      Min.   :  0.4772     
##  1st Qu.: 11.9833      1st Qu.: 10.9179      1st Qu.: 10.5972     
##  Median : 23.4385      Median : 16.8822      Median : 21.5871     
##  Mean   : 34.0886      Mean   : 21.5159      Mean   : 31.3630     
##  3rd Qu.: 44.8828      3rd Qu.: 27.5450      3rd Qu.: 41.6574     
##  Max.   :282.8048      Max.   :135.2767      Max.   :263.8942     
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_density_Z_5_0 part_00_density_Z_5_1 part_00_density_Z_4_2
##  Min.   :  0.8741      Min.   :  2.142       Min.   :  0.5863     
##  1st Qu.:  5.1127      1st Qu.:  8.136       1st Qu.: 14.1157     
##  Median :  9.7155      Median : 15.153       Median : 23.4279     
##  Mean   : 14.8567      Mean   : 21.782       Mean   : 32.1327     
##  3rd Qu.: 19.3818      3rd Qu.: 28.500       3rd Qu.: 41.2626     
##  Max.   :118.2292      Max.   :167.080       Max.   :236.6704     
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_density_Z_1_0 part_00_density_Z_4_1 part_00_density_Z_7_2
##  Min.   :0.6768        Min.   :  0.4739      Min.   :  2.887      
##  1st Qu.:1.2520        1st Qu.: 12.4357      1st Qu.:  9.293      
##  Median :1.3955        Median : 20.8744      Median : 17.463      
##  Mean   :1.4189        Mean   : 28.4110      Mean   : 27.503      
##  3rd Qu.:1.5651        3rd Qu.: 36.8588      3rd Qu.: 35.746      
##  Max.   :2.5244        Max.   :204.5134      Max.   :195.119      
##  NA's   :7             NA's   :7             NA's   :7            
##  part_00_density_Z_4_0 part_01_shape_segments_count
##  Min.   :  0.00739     Min.   :    0.0             
##  1st Qu.:  6.98238     1st Qu.:    3.0             
##  Median : 12.69851     Median :   15.0             
##  Mean   : 16.94146     Mean   :  280.4             
##  3rd Qu.: 22.85958     3rd Qu.:   93.0             
##  Max.   :122.57626     Max.   :69202.0             
##  NA's   :7                                         
##  part_01_density_segments_count part_01_volume     part_01_electrons
##  Min.   :    0.0                Min.   :   0.000   Min.   :  0.000  
##  1st Qu.:    3.0                1st Qu.:   4.176   1st Qu.:  2.278  
##  Median :   15.0                Median :  10.208   Median :  6.073  
##  Mean   :  280.4                Mean   :  25.174   Mean   : 14.988  
##  3rd Qu.:   93.0                3rd Qu.:  25.520   3rd Qu.: 16.495  
##  Max.   :69202.0                Max.   :1996.248   Max.   :395.695  
##                                                                     
##   part_01_mean     part_01_std       part_01_max      part_01_max_over_std
##  Min.   :0.0000   Min.   :0.00000   Min.   : 0.0000   Min.   :  0.000     
##  1st Qu.:0.3979   1st Qu.:0.05228   1st Qu.: 0.5654   1st Qu.:  5.243     
##  Median :0.5639   Median :0.10857   Median : 0.8904   Median :  7.251     
##  Mean   :0.6539   Mean   :0.19896   Mean   : 1.3496   Mean   :  9.719     
##  3rd Qu.:0.7851   3rd Qu.:0.22254   3rd Qu.: 1.5081   3rd Qu.: 11.274     
##  Max.   :8.8575   Max.   :8.07544   Max.   :44.6336   Max.   :173.252     
##                                                                           
##  part_01_skewness   part_01_parts    part_01_shape_O3   
##  Min.   : 0.00000   Min.   : 0.000   Min.   :7.500e+01  
##  1st Qu.: 0.04405   1st Qu.: 1.000   1st Qu.:1.272e+04  
##  Median : 0.09744   Median : 1.000   Median :5.684e+04  
##  Mean   : 0.20253   Mean   : 1.269   Mean   :1.261e+06  
##  3rd Qu.: 0.21924   3rd Qu.: 1.000   3rd Qu.:3.756e+05  
##  Max.   :10.76795   Max.   :24.000   Max.   :2.086e+09  
##  NA's   :13                          NA's   :5482       
##  part_01_shape_O4    part_01_shape_O5    part_01_shape_FL   
##  Min.   :1.819e+03   Min.   :1.334e+04   Min.   :0.000e+00  
##  1st Qu.:3.905e+07   1st Qu.:3.340e+10   1st Qu.:8.377e+07  
##  Median :7.978e+08   Median :3.085e+12   Median :9.336e+09  
##  Mean   :5.858e+12   Mean   :6.229e+19   Mean   :3.420e+16  
##  3rd Qu.:2.868e+10   3rd Qu.:5.208e+14   3rd Qu.:2.038e+12  
##  Max.   :2.633e+17   Max.   :8.480e+24   Max.   :5.267e+21  
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_shape_O3_norm part_01_shape_O4_norm part_01_shape_O5_norm
##  Min.   : 0.227        Min.   : 0.017        Min.   :0.000        
##  1st Qu.: 0.259        1st Qu.: 0.020        1st Qu.:0.000        
##  Median : 0.364        Median : 0.031        Median :0.001        
##  Mean   : 0.531        Mean   : 0.072        Mean   :0.003        
##  3rd Qu.: 0.667        3rd Qu.: 0.079        3rd Qu.:0.002        
##  Max.   :43.752        Max.   :11.751        Max.   :1.232        
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_shape_FL_norm part_01_shape_I1    part_01_shape_I2   
##  Min.   :  0.000       Min.   :2.110e+02   Min.   :1.092e+04  
##  1st Qu.:  0.000       1st Qu.:4.038e+05   1st Qu.:2.451e+10  
##  Median :  0.004       Median :3.674e+06   Median :1.982e+12  
##  Mean   :  0.136       Mean   :2.210e+09   Mean   :1.544e+20  
##  3rd Qu.:  0.045       3rd Qu.:7.356e+07   3rd Qu.:5.827e+14  
##  Max.   :552.611       Max.   :1.307e+14   Max.   :1.924e+25  
##  NA's   :5482          NA's   :5482        NA's   :5482       
##  part_01_shape_I3    part_01_shape_I4    part_01_shape_I5   
##  Min.   :9.455e+03   Min.   :0.000e+00   Min.   :0.000e+00  
##  1st Qu.:5.759e+10   1st Qu.:4.117e+07   1st Qu.:4.750e+06  
##  Median :5.369e+12   Median :5.202e+09   Median :1.418e+09  
##  Mean   :5.458e+22   Mean   :1.957e+16   Mean   :9.808e+15  
##  3rd Qu.:2.802e+15   3rd Qu.:1.291e+12   3rd Qu.:5.968e+11  
##  Max.   :1.708e+28   Max.   :2.998e+21   Max.   :1.486e+21  
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_shape_I6    part_01_shape_I1_norm part_01_shape_I2_norm
##  Min.   :5.359e+03   Min.   :   0.061      Min.   :   0.001     
##  1st Qu.:2.276e+09   1st Qu.:   0.088      1st Qu.:   0.002     
##  Median :9.422e+10   Median :   0.211      Median :   0.005     
##  Mean   :1.031e+18   Mean   :   0.746      Mean   :   0.229     
##  3rd Qu.:1.427e+13   3rd Qu.:   0.730      3rd Qu.:   0.048     
##  Max.   :2.401e+23   Max.   :3426.136      Max.   :6729.605     
##  NA's   :5482        NA's   :5482          NA's   :5482         
##  part_01_shape_I3_norm part_01_shape_I4_norm part_01_shape_I5_norm
##  Min.   :       0      Min.   :  0.000       Min.   :  0.000      
##  1st Qu.:       0      1st Qu.:  0.000       1st Qu.:  0.000      
##  Median :       0      Median :  0.003       Median :  0.001      
##  Mean   :      53      Mean   :  0.110       Mean   :  0.093      
##  3rd Qu.:       0      3rd Qu.:  0.029       3rd Qu.:  0.015      
##  Max.   :11734236      Max.   :605.613       Max.   :640.948      
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_shape_I6_norm part_01_shape_M000 part_01_shape_CI  
##  Min.   :     0.00     Min.   :    32     Min.   :-142.643  
##  1st Qu.:     0.01     1st Qu.:   538     1st Qu.:  -0.605  
##  Median :     0.04     Median :  1295     Median :   0.000  
##  Mean   :     1.41     Mean   :  3176     Mean   :   0.037  
##  3rd Qu.:     0.27     3rd Qu.:  3227     3rd Qu.:   0.635  
##  Max.   :149861.81     Max.   :249531     Max.   :  91.325  
##  NA's   :5482          NA's   :5482       NA's   :5482      
##  part_01_shape_E3_E1 part_01_shape_E2_E1 part_01_shape_E3_E2
##  Min.   :0.000       Min.   :0.000       Min.   :0.009      
##  1st Qu.:0.080       1st Qu.:0.207       1st Qu.:0.382      
##  Median :0.180       Median :0.394       Median :0.595      
##  Mean   :0.255       Mean   :0.429       Mean   :0.566      
##  3rd Qu.:0.394       3rd Qu.:0.636       3rd Qu.:0.760      
##  Max.   :0.994       Max.   :1.000       Max.   :1.000      
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_shape_sqrt_E1 part_01_shape_sqrt_E2 part_01_shape_sqrt_E3
##  Min.   :  0.930       Min.   : 0.528        Min.   : 0.303       
##  1st Qu.:  3.372       1st Qu.: 2.192        1st Qu.: 1.680       
##  Median :  5.202       Median : 3.132        Median : 2.331       
##  Mean   :  7.420       Mean   : 4.020        Mean   : 2.658       
##  3rd Qu.:  9.416       3rd Qu.: 4.795        3rd Qu.: 3.210       
##  Max.   :202.370       Max.   :32.868        Max.   :19.360       
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_density_O3  part_01_density_O4  part_01_density_O5 
##  Min.   :        3   Min.   :2.000e+00   Min.   :1.000e+00  
##  1st Qu.:     6869   1st Qu.:1.122e+07   1st Qu.:5.088e+09  
##  Median :    31721   Median :2.424e+08   Median :5.054e+11  
##  Mean   :   666175   Mean   :9.895e+11   Mean   :1.040e+18  
##  3rd Qu.:   186793   3rd Qu.:7.090e+09   3rd Qu.:6.547e+13  
##  Max.   :491201973   Max.   :1.459e+16   Max.   :1.103e+23  
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_density_FL   part_01_density_O3_norm part_01_density_O4_norm
##  Min.   :-2.000e+01   Min.   :  0.035         Min.   : 0.000         
##  1st Qu.: 2.062e+07   1st Qu.:  0.353         1st Qu.: 0.036         
##  Median : 2.571e+09   Median :  0.563         Median : 0.077         
##  Mean   : 2.705e+15   Mean   :  0.765         Mean   : 0.154         
##  3rd Qu.: 5.511e+11   3rd Qu.:  0.963         3rd Qu.: 0.173         
##  Max.   : 2.971e+20   Max.   :309.792         Max.   :30.947         
##  NA's   :5482         NA's   :5482            NA's   :5482           
##  part_01_density_O5_norm part_01_density_FL_norm part_01_density_I1 
##  Min.   : 0.000          Min.   :   -0.041       Min.   :1.800e+01  
##  1st Qu.: 0.001          1st Qu.:    0.001       1st Qu.:2.112e+05  
##  Median : 0.003          Median :    0.012       Median :1.907e+06  
##  Mean   : 0.008          Mean   :    0.743       Mean   :8.687e+08  
##  3rd Qu.: 0.007          3rd Qu.:    0.141       3rd Qu.:3.616e+07  
##  Max.   :24.611          Max.   :11787.185       Max.   :1.099e+13  
##  NA's   :5482            NA's   :5482            NA's   :5482       
##  part_01_density_I2  part_01_density_I3  part_01_density_I4  
##  Min.   :7.500e+01   Min.   :7.500e+01   Min.   :-5.000e+00  
##  1st Qu.:6.678e+09   1st Qu.:1.563e+10   1st Qu.: 1.036e+07  
##  Median :5.372e+11   Median :1.421e+12   Median : 1.533e+09  
##  Mean   :9.588e+18   Mean   :7.258e+20   Mean   : 1.676e+15  
##  3rd Qu.:1.369e+14   3rd Qu.:6.996e+14   3rd Qu.: 3.841e+11  
##  Max.   :9.957e+23   Max.   :1.207e+26   Max.   : 1.787e+20  
##  NA's   :5482        NA's   :5482        NA's   :5482        
##  part_01_density_I5  part_01_density_I6  part_01_density_I1_norm
##  Min.   :0.000e+00   Min.   :1.600e+01   Min.   :     0.00      
##  1st Qu.:1.766e+06   1st Qu.:6.473e+08   1st Qu.:     0.18      
##  Median :5.403e+08   Median :2.723e+10   Median :     0.49      
##  Mean   :9.896e+14   Mean   :3.008e+16   Mean   :     2.62      
##  3rd Qu.:2.083e+11   3rd Qu.:3.536e+12   3rd Qu.:     1.58      
##  Max.   :9.970e+19   Max.   :3.827e+21   Max.   :171129.37      
##  NA's   :5482        NA's   :5482        NA's   :5482           
##  part_01_density_I2_norm part_01_density_I3_norm part_01_density_I4_norm
##  Min.   :    0.00        Min.   :0.000e+00       Min.   :   -0.015      
##  1st Qu.:    0.01        1st Qu.:0.000e+00       1st Qu.:    0.000      
##  Median :    0.03        Median :0.000e+00       Median :    0.007      
##  Mean   :    2.10        Mean   :9.711e+04       Mean   :    0.674      
##  3rd Qu.:    0.23        3rd Qu.:1.000e+00       3rd Qu.:    0.098      
##  Max.   :70258.07        Max.   :2.927e+10       Max.   :12736.430      
##  NA's   :5482            NA's   :5482            NA's   :5482           
##  part_01_density_I5_norm part_01_density_I6_norm part_01_density_M000
##  Min.   :    0.000       Min.   :       0        Min.   :    0.47    
##  1st Qu.:    0.000       1st Qu.:       0        1st Qu.:  294.36    
##  Median :    0.003       Median :       0        Median :  772.52    
##  Mean   :    0.628       Mean   :     214        Mean   : 1891.24    
##  3rd Qu.:    0.059       3rd Qu.:       1        3rd Qu.: 2083.69    
##  Max.   :13369.261       Max.   :52993730        Max.   :49461.92    
##  NA's   :5482            NA's   :5482            NA's   :5482        
##  part_01_density_CI part_01_density_E3_E1 part_01_density_E2_E1
##  Min.   :-162.580   Min.   :0.000         Min.   :0.000        
##  1st Qu.:  -0.641   1st Qu.:0.078         1st Qu.:0.204        
##  Median :   0.000   Median :0.181         Median :0.395        
##  Mean   :   0.037   Mean   :0.257         Mean   :0.430        
##  3rd Qu.:   0.666   3rd Qu.:0.402         3rd Qu.:0.640        
##  Max.   : 126.345   Max.   :0.997         Max.   :1.000        
##  NA's   :5482       NA's   :5482          NA's   :5482         
##  part_01_density_E3_E2 part_01_density_sqrt_E1 part_01_density_sqrt_E2
##  Min.   :0.010         Min.   :  0.925         Min.   : 0.527         
##  1st Qu.:0.383         1st Qu.:  3.176         1st Qu.: 2.100         
##  Median :0.599         Median :  4.895         Median : 2.939         
##  Mean   :0.568         Mean   :  7.155         Mean   : 3.838         
##  3rd Qu.:0.765         3rd Qu.:  9.149         3rd Qu.: 4.545         
##  Max.   :1.000         Max.   :202.173         Max.   :33.141         
##  NA's   :5482          NA's   :5482            NA's   :5482           
##  part_01_density_sqrt_E3 part_01_shape_Z_7_3 part_01_shape_Z_0_0
##  Min.   : 0.303          Min.   :  4.606     Min.   :  2.764    
##  1st Qu.: 1.625          1st Qu.: 11.966     1st Qu.: 11.333    
##  Median : 2.211          Median : 21.563     Median : 17.583    
##  Mean   : 2.528          Mean   : 35.639     Mean   : 22.384    
##  3rd Qu.: 3.005          3rd Qu.: 46.209     3rd Qu.: 27.756    
##  Max.   :18.691          Max.   :470.278     Max.   :244.072    
##  NA's   :5482            NA's   :5482        NA's   :5482       
##  part_01_shape_Z_7_0 part_01_shape_Z_7_1 part_01_shape_Z_3_0
##  Min.   :  0.706     Min.   :  3.418     Min.   :  0.628    
##  1st Qu.:  6.614     1st Qu.:  8.451     1st Qu.:  4.621    
##  Median :  8.580     Median : 14.111     Median :  8.877    
##  Mean   : 15.906     Mean   : 24.837     Mean   : 13.361    
##  3rd Qu.: 19.533     3rd Qu.: 32.115     3rd Qu.: 17.451    
##  Max.   :291.557     Max.   :370.986     Max.   :191.756    
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_shape_Z_5_2 part_01_shape_Z_6_1 part_01_shape_Z_3_1
##  Min.   :  3.097     Min.   :  0.794     Min.   :  2.425    
##  1st Qu.: 10.660     1st Qu.:  8.959     1st Qu.:  8.534    
##  Median : 20.190     Median : 16.674     Median : 15.254    
##  Mean   : 30.123     Mean   : 27.194     Mean   : 21.203    
##  3rd Qu.: 39.205     3rd Qu.: 36.314     3rd Qu.: 27.054    
##  Max.   :403.296     Max.   :371.703     Max.   :260.674    
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_shape_Z_6_0 part_01_shape_Z_2_1 part_01_shape_Z_6_3
##  Min.   :  0.008     Min.   :  1.713     Min.   :  3.401    
##  1st Qu.:  4.158     1st Qu.: 14.970     1st Qu.: 13.815    
##  Median :  8.060     Median : 23.921     Median : 25.292    
##  Mean   : 13.007     Mean   : 32.544     Mean   : 39.928    
##  3rd Qu.: 16.816     3rd Qu.: 41.186     3rd Qu.: 52.755    
##  Max.   :263.618     Max.   :346.377     Max.   :537.183    
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_shape_Z_2_0 part_01_shape_Z_6_2 part_01_shape_Z_5_0
##  Min.   :  0.052     Min.   :  2.461     Min.   :  0.745    
##  1st Qu.: 10.799     1st Qu.: 11.976     1st Qu.:  5.426    
##  Median : 17.912     Median : 22.317     Median :  9.582    
##  Mean   : 23.715     Mean   : 35.874     Mean   : 16.320    
##  3rd Qu.: 30.310     3rd Qu.: 47.677     3rd Qu.: 21.542    
##  Max.   :289.366     Max.   :494.941     Max.   :295.235    
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_shape_Z_5_1 part_01_shape_Z_4_2 part_01_shape_Z_1_0
##  Min.   :  2.414     Min.   :  2.22      Min.   :0.704      
##  1st Qu.:  8.152     1st Qu.: 14.08      1st Qu.:1.305      
##  Median : 16.421     Median : 25.32      Median :1.499      
##  Mean   : 24.835     Mean   : 37.16      Mean   :1.544      
##  3rd Qu.: 32.552     3rd Qu.: 48.68      3rd Qu.:1.734      
##  Max.   :368.126     Max.   :450.50      Max.   :4.284      
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_shape_Z_4_1 part_01_shape_Z_7_2 part_01_shape_Z_4_0
##  Min.   :  1.138     Min.   :  4.023     Min.   :  0.000    
##  1st Qu.: 11.216     1st Qu.: 10.265     1st Qu.:  5.811    
##  Median : 21.433     Median : 18.554     Median : 11.497    
##  Mean   : 31.719     Mean   : 31.587     Mean   : 17.298    
##  3rd Qu.: 42.123     3rd Qu.: 41.080     3rd Qu.: 23.333    
##  Max.   :381.483     Max.   :447.270     Max.   :275.172    
##  NA's   :5482        NA's   :5482        NA's   :5482       
##  part_01_density_Z_7_3 part_01_density_Z_0_0 part_01_density_Z_7_0
##  Min.   :  2.597       Min.   :  0.334       Min.   :  0.620      
##  1st Qu.:  9.308       1st Qu.:  8.383       1st Qu.:  6.265      
##  Median : 16.289       Median : 13.580       Median :  7.720      
##  Mean   : 27.910       Mean   : 17.248       Mean   : 14.211      
##  3rd Qu.: 35.907       3rd Qu.: 22.303       3rd Qu.: 17.289      
##  Max.   :203.054       Max.   :108.665       Max.   :125.170      
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_density_Z_7_1 part_01_density_Z_3_0 part_01_density_Z_5_2
##  Min.   :  1.906       Min.   : 0.440        Min.   :  2.074      
##  1st Qu.:  7.426       1st Qu.: 4.056        1st Qu.:  8.088      
##  Median : 11.408       Median : 6.806        Median : 15.153      
##  Mean   : 20.708       Mean   :10.646        Mean   : 23.359      
##  3rd Qu.: 26.491       3rd Qu.:13.615        3rd Qu.: 30.436      
##  Max.   :155.678       Max.   :86.320        Max.   :180.490      
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_density_Z_6_1 part_01_density_Z_3_1 part_01_density_Z_6_0
##  Min.   :  0.196       Min.   :  1.001       Min.   :  0.007      
##  1st Qu.:  5.805       1st Qu.:  6.302       1st Qu.:  2.814      
##  Median : 13.700       Median : 11.053       Median :  6.125      
##  Mean   : 22.003       Mean   : 16.020       Mean   : 11.288      
##  3rd Qu.: 30.480       3rd Qu.: 20.483       3rd Qu.: 15.551      
##  Max.   :191.092       Max.   :117.450       Max.   :117.454      
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_density_Z_2_1 part_01_density_Z_6_3 part_01_density_Z_2_0
##  Min.   :  0.356       Min.   :  0.361       Min.   :  0.051      
##  1st Qu.: 11.637       1st Qu.:  9.125       1st Qu.:  8.735      
##  Median : 18.961       Median : 19.529       Median : 14.734      
##  Mean   : 25.210       Mean   : 30.780       Mean   : 19.247      
##  3rd Qu.: 31.909       3rd Qu.: 41.355       3rd Qu.: 25.439      
##  Max.   :170.921       Max.   :270.314       Max.   :128.132      
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_density_Z_6_2 part_01_density_Z_5_0 part_01_density_Z_5_1
##  Min.   :  0.266       Min.   :  0.678       Min.   :  1.927      
##  1st Qu.:  7.873       1st Qu.:  5.209       1st Qu.:  6.744      
##  Median : 17.718       Median :  8.135       Median : 12.738      
##  Mean   : 28.110       Mean   : 13.967       Mean   : 19.925      
##  3rd Qu.: 38.113       3rd Qu.: 17.988       3rd Qu.: 26.125      
##  Max.   :253.504       Max.   :114.631       Max.   :164.866      
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_density_Z_4_2 part_01_density_Z_1_0 part_01_density_Z_4_1
##  Min.   :  0.27        Min.   :0.625         Min.   :  0.195      
##  1st Qu.: 10.56        1st Qu.:1.293         1st Qu.:  8.976      
##  Median : 20.13        Median :1.490         Median : 17.699      
##  Mean   : 28.77        Mean   :1.536         Mean   : 25.184      
##  3rd Qu.: 37.90        3rd Qu.:1.730         3rd Qu.: 33.578      
##  Max.   :224.75        Max.   :4.287         Max.   :196.161      
##  NA's   :5482          NA's   :5482          NA's   :5482         
##  part_01_density_Z_7_2 part_01_density_Z_4_0 part_02_shape_segments_count
##  Min.   :  2.256       Min.   :  0.005       Min.   :    0.0             
##  1st Qu.:  8.412       1st Qu.:  4.625       1st Qu.:    2.0             
##  Median : 14.446       Median : 10.408       Median :    8.0             
##  Mean   : 25.321       Mean   : 14.897       Mean   :  234.6             
##  3rd Qu.: 32.648       3rd Qu.: 20.670       3rd Qu.:   61.0             
##  Max.   :191.702       Max.   :120.458       Max.   :45564.0             
##  NA's   :5482          NA's   :5482                                      
##  part_02_density_segments_count part_02_volume     part_02_electrons
##  Min.   :    0.0                Min.   :   0.000   Min.   :  0.000  
##  1st Qu.:    2.0                1st Qu.:   2.344   1st Qu.:  1.365  
##  Median :    8.0                Median :   7.272   Median :  4.713  
##  Mean   :  234.6                Mean   :  19.420   Mean   : 12.800  
##  3rd Qu.:   61.0                3rd Qu.:  19.248   3rd Qu.: 14.201  
##  Max.   :45564.0                Max.   :1632.536   Max.   :351.187  
##                                                                     
##   part_02_mean     part_02_std       part_02_max      part_02_max_over_std
##  Min.   :0.0000   Min.   :0.00000   Min.   : 0.0000   Min.   :  0.000     
##  1st Qu.:0.4099   1st Qu.:0.03952   1st Qu.: 0.5484   1st Qu.:  5.243     
##  Median :0.6035   Median :0.09547   Median : 0.8870   Median :  7.251     
##  Mean   :0.6803   Mean   :0.18783   Mean   : 1.3233   Mean   :  9.494     
##  3rd Qu.:0.8471   3rd Qu.:0.21062   3rd Qu.: 1.5076   3rd Qu.: 11.274     
##  Max.   :9.7635   Max.   :8.26289   Max.   :44.6336   Max.   :173.252     
##                                                                           
##  part_02_skewness   part_02_parts  part_02_shape_O3    part_02_shape_O4   
##  Min.   : 0.00000   Min.   : 0.0   Min.   :7.400e+01   Min.   :1.809e+03  
##  1st Qu.: 0.03205   1st Qu.: 1.0   1st Qu.:7.513e+03   1st Qu.:1.347e+07  
##  Median : 0.08381   Median : 1.0   Median :3.960e+04   Median :3.851e+08  
##  Mean   : 0.18954   Mean   : 1.3   Mean   :1.005e+06   Mean   :3.559e+12  
##  3rd Qu.: 0.20395   3rd Qu.: 1.0   3rd Qu.:2.791e+05   3rd Qu.:1.547e+10  
##  Max.   :10.89156   Max.   :28.0   Max.   :1.668e+09   Max.   :1.650e+17  
##  NA's   :27                        NA's   :40036       NA's   :40036      
##  part_02_shape_O5    part_02_shape_FL     part_02_shape_O3_norm
##  Min.   :1.229e+04   Min.   :-6.100e+01   Min.   : 0.23        
##  1st Qu.:6.791e+09   1st Qu.: 1.375e+07   1st Qu.: 0.25        
##  Median :1.028e+12   Median : 3.176e+09   Median : 0.34        
##  Mean   :2.610e+19   Mean   : 2.044e+16   Mean   : 0.57        
##  3rd Qu.:2.022e+14   3rd Qu.: 1.130e+12   3rd Qu.: 0.72        
##  Max.   :4.148e+24   Max.   : 3.330e+21   Max.   :68.88        
##  NA's   :40036       NA's   :40036        NA's   :40036        
##  part_02_shape_O4_norm part_02_shape_O5_norm part_02_shape_FL_norm
##  Min.   : 0.02         Min.   :0.00          Min.   :   0.00      
##  1st Qu.: 0.02         1st Qu.:0.00          1st Qu.:   0.00      
##  Median : 0.03         Median :0.00          Median :   0.00      
##  Mean   : 0.09         Mean   :0.00          Mean   :   0.35      
##  3rd Qu.: 0.09         3rd Qu.:0.00          3rd Qu.:   0.06      
##  Max.   :21.69         Max.   :6.42          Max.   :3374.84      
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_shape_I1    part_02_shape_I2    part_02_shape_I3   
##  Min.   :2.060e+02   Min.   :1.088e+04   Min.   :9.187e+03  
##  1st Qu.:1.827e+05   1st Qu.:5.239e+09   1st Qu.:1.094e+10  
##  Median :2.179e+06   Median :6.930e+11   Median :1.816e+12  
##  Mean   :1.746e+09   Mean   :9.054e+19   Mean   :3.549e+22  
##  3rd Qu.:5.227e+07   3rd Qu.:2.730e+14   3rd Qu.:1.473e+15  
##  Max.   :1.058e+14   Max.   :1.086e+25   Max.   :1.118e+28  
##  NA's   :40036       NA's   :40036       NA's   :40036      
##  part_02_shape_I4     part_02_shape_I5    part_02_shape_I6   
##  Min.   :-2.200e+01   Min.   :0.000e+00   Min.   :5.232e+03  
##  1st Qu.: 6.426e+06   1st Qu.:5.776e+05   1st Qu.:5.934e+08  
##  Median : 1.746e+09   Median :3.745e+08   Median :3.841e+10  
##  Mean   : 1.201e+16   Mean   :6.394e+15   Mean   :6.688e+17  
##  3rd Qu.: 7.446e+11   3rd Qu.:3.643e+11   3rd Qu.:7.601e+12  
##  Max.   : 1.981e+21   Max.   :1.082e+21   Max.   :1.573e+23  
##  NA's   :40036        NA's   :40036       NA's   :40036      
##  part_02_shape_I1_norm part_02_shape_I2_norm part_02_shape_I3_norm
##  Min.   :   0.06       Min.   :    0.00      Min.   :       0     
##  1st Qu.:   0.08       1st Qu.:    0.00      1st Qu.:       0     
##  Median :   0.18       Median :    0.00      Median :       0     
##  Mean   :   1.03       Mean   :    0.81      Mean   :     177     
##  3rd Qu.:   0.86       3rd Qu.:    0.06      3rd Qu.:       0     
##  Max.   :8356.55       Max.   :48073.17      Max.   :69819221     
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_shape_I4_norm part_02_shape_I5_norm part_02_shape_I6_norm
##  Min.   :   0.00       Min.   :   0.00       Min.   :     0.0     
##  1st Qu.:   0.00       1st Qu.:   0.00       1st Qu.:     0.0     
##  Median :   0.00       Median :   0.00       Median :     0.0     
##  Mean   :   0.32       Mean   :   0.29       Mean   :     3.0     
##  3rd Qu.:   0.04       3rd Qu.:   0.02       3rd Qu.:     0.3     
##  Max.   :3367.00       Max.   :3361.78       Max.   :575558.1     
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_shape_M000 part_02_shape_CI  part_02_shape_E3_E1
##  Min.   :    32     Min.   :-153.75   Min.   :0.00       
##  1st Qu.:   391     1st Qu.:  -0.45   1st Qu.:0.08       
##  Median :  1033     Median :   0.00   Median :0.20       
##  Mean   :  2606     Mean   :   0.03   Mean   :0.27       
##  3rd Qu.:  2631     3rd Qu.:   0.48   3rd Qu.:0.43       
##  Max.   :204067     Max.   : 147.04   Max.   :1.00       
##  NA's   :40036      NA's   :40036     NA's   :40036      
##  part_02_shape_E2_E1 part_02_shape_E3_E2 part_02_shape_sqrt_E1
##  Min.   :0.00        Min.   :0.01        Min.   :  0.94       
##  1st Qu.:0.21        1st Qu.:0.39        1st Qu.:  2.93       
##  Median :0.42        Median :0.62        Median :  4.66       
##  Mean   :0.44        Mean   :0.58        Mean   :  7.07       
##  3rd Qu.:0.66        3rd Qu.:0.78        3rd Qu.:  9.20       
##  Max.   :1.00        Max.   :1.00        Max.   :201.81       
##  NA's   :40036       NA's   :40036       NA's   :40036        
##  part_02_shape_sqrt_E2 part_02_shape_sqrt_E3 part_02_density_O3 
##  Min.   : 0.56         Min.   : 0.40         Min.   :        9  
##  1st Qu.: 1.96         1st Qu.: 1.52         1st Qu.:     4446  
##  Median : 2.89         Median : 2.18         Median :    24555  
##  Mean   : 3.78         Mean   : 2.49         Mean   :   585064  
##  3rd Qu.: 4.53         3rd Qu.: 3.05         3rd Qu.:   156259  
##  Max.   :33.31         Max.   :18.54         Max.   :422873659  
##  NA's   :40036         NA's   :40036         NA's   :40036      
##  part_02_density_O4  part_02_density_O5  part_02_density_FL  
##  Min.   :2.600e+01   Min.   :2.000e+01   Min.   :-2.300e+01  
##  1st Qu.:4.621e+06   1st Qu.:1.340e+09   1st Qu.: 4.467e+06  
##  Median :1.431e+08   Median :2.283e+11   Median : 1.065e+09  
##  Mean   :7.552e+11   Mean   :6.637e+17   Mean   : 2.064e+15  
##  3rd Qu.:4.929e+09   3rd Qu.:3.743e+13   3rd Qu.: 3.971e+11  
##  Max.   :1.061e+16   Max.   :6.746e+22   Max.   : 2.126e+20  
##  NA's   :40036       NA's   :40036       NA's   :40036       
##  part_02_density_O3_norm part_02_density_O4_norm part_02_density_O5_norm
##  Min.   :  0.03          Min.   :  0.00          Min.   :  0.00         
##  1st Qu.:  0.32          1st Qu.:  0.03          1st Qu.:  0.00         
##  Median :  0.51          Median :  0.06          Median :  0.00         
##  Mean   :  0.77          Mean   :  0.16          Mean   :  0.01         
##  3rd Qu.:  0.96          3rd Qu.:  0.16          3rd Qu.:  0.01         
##  Max.   :382.98          Max.   :115.55          Max.   :113.05         
##  NA's   :40036           NA's   :40036           NA's   :40036          
##  part_02_density_FL_norm part_02_density_I1  part_02_density_I2 
##  Min.   :     0.00       Min.   :2.700e+01   Min.   :1.800e+02  
##  1st Qu.:     0.00       1st Qu.:1.063e+05   1st Qu.:1.777e+09  
##  Median :     0.01       Median :1.294e+06   Median :2.408e+11  
##  Mean   :     2.29       Mean   :7.577e+08   Mean   :7.098e+18  
##  3rd Qu.:     0.15       3rd Qu.:2.917e+07   3rd Qu.:8.334e+13  
##  Max.   :197912.79       Max.   :9.365e+12   Max.   :6.908e+23  
##  NA's   :40036           NA's   :40036       NA's   :40036      
##  part_02_density_I3  part_02_density_I4   part_02_density_I5 
##  Min.   :1.620e+02   Min.   :-6.000e+00   Min.   :0.000e+00  
##  1st Qu.:3.708e+09   1st Qu.: 2.136e+06   1st Qu.:2.945e+05  
##  Median :6.220e+11   Median : 6.115e+08   Median :1.726e+08  
##  Mean   :5.435e+20   Mean   : 1.320e+15   Mean   :8.244e+14  
##  3rd Qu.:4.729e+14   3rd Qu.: 2.803e+11   3rd Qu.:1.575e+11  
##  Max.   :8.767e+25   Max.   : 1.314e+20   Max.   :7.731e+19  
##  NA's   :40036       NA's   :40036        NA's   :40036      
##  part_02_density_I6  part_02_density_I1_norm part_02_density_I2_norm
##  Min.   :8.800e+01   Min.   :     0.00       Min.   :      0.0      
##  1st Qu.:2.073e+08   1st Qu.:     0.14       1st Qu.:      0.0      
##  Median :1.439e+10   Median :     0.39       Median :      0.0      
##  Mean   :2.312e+16   Mean   :     2.97       Mean   :     11.3      
##  3rd Qu.:2.401e+12   3rd Qu.:     1.59       3rd Qu.:      0.2      
##  Max.   :2.751e+21   Max.   :258303.87       Max.   :2154055.6      
##  NA's   :40036       NA's   :40036           NA's   :40036          
##  part_02_density_I3_norm part_02_density_I4_norm part_02_density_I5_norm
##  Min.   :0.000e+00       Min.   :     0.00       Min.   :     0.00      
##  1st Qu.:0.000e+00       1st Qu.:     0.00       1st Qu.:     0.00      
##  Median :0.000e+00       Median :     0.00       Median :     0.00      
##  Mean   :1.465e+05       Mean   :     2.35       Mean   :     2.39      
##  3rd Qu.:1.000e+00       3rd Qu.:     0.10       3rd Qu.:     0.06      
##  Max.   :6.671e+10       Max.   :264833.31       Max.   :309447.00      
##  NA's   :40036           NA's   :40036           NA's   :40036          
##  part_02_density_I6_norm part_02_density_M000 part_02_density_CI
##  Min.   :       0        Min.   :    2.54     Min.   :-166.93   
##  1st Qu.:       0        1st Qu.:  232.72     1st Qu.:  -0.47   
##  Median :       0        Median :  677.95     Median :   0.00   
##  Mean   :     250        Mean   : 1717.53     Mean   :   0.03   
##  3rd Qu.:       1        3rd Qu.: 1929.17     3rd Qu.:   0.49   
##  Max.   :98912032        Max.   :43898.33     Max.   : 167.54   
##  NA's   :40036           NA's   :40036        NA's   :40036     
##  part_02_density_E3_E1 part_02_density_E2_E1 part_02_density_E3_E2
##  Min.   :0.00          Min.   :0.00          Min.   :0.01         
##  1st Qu.:0.07          1st Qu.:0.20          1st Qu.:0.40         
##  Median :0.20          Median :0.42          Median :0.62         
##  Mean   :0.27          Mean   :0.44          Mean   :0.58         
##  3rd Qu.:0.44          3rd Qu.:0.66          3rd Qu.:0.78         
##  Max.   :1.00          Max.   :1.00          Max.   :1.00         
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_density_sqrt_E1 part_02_density_sqrt_E2 part_02_density_sqrt_E3
##  Min.   :  0.93          Min.   : 0.56           Min.   : 0.40          
##  1st Qu.:  2.79          1st Qu.: 1.89           1st Qu.: 1.48          
##  Median :  4.37          Median : 2.73           Median : 2.08          
##  Mean   :  6.83          Mean   : 3.62           Mean   : 2.38          
##  3rd Qu.:  8.95          3rd Qu.: 4.30           3rd Qu.: 2.86          
##  Max.   :201.71          Max.   :32.35           Max.   :17.84          
##  NA's   :40036           NA's   :40036           NA's   :40036          
##  part_02_shape_Z_7_3 part_02_shape_Z_0_0 part_02_shape_Z_7_0
##  Min.   :  5.84      Min.   :  2.76      Min.   :  0.91     
##  1st Qu.: 10.89      1st Qu.:  9.66      1st Qu.:  6.78     
##  Median : 18.35      Median : 15.70      Median :  8.43     
##  Mean   : 32.47      Mean   : 20.00      Mean   : 15.15     
##  3rd Qu.: 42.05      3rd Qu.: 25.06      3rd Qu.: 17.96     
##  Max.   :416.57      Max.   :220.72      Max.   :228.84     
##  NA's   :40036       NA's   :40036       NA's   :40036      
##  part_02_shape_Z_7_1 part_02_shape_Z_3_0 part_02_shape_Z_5_2
##  Min.   :  3.76      Min.   :  0.49      Min.   :  3.98     
##  1st Qu.:  8.42      1st Qu.:  4.42      1st Qu.:  8.99     
##  Median : 12.08      Median :  7.54      Median : 17.23     
##  Mean   : 22.96      Mean   : 12.35      Mean   : 27.20     
##  3rd Qu.: 29.34      3rd Qu.: 16.15      3rd Qu.: 35.50     
##  Max.   :319.74      Max.   :195.16      Max.   :344.79     
##  NA's   :40036       NA's   :40036       NA's   :40036      
##  part_02_shape_Z_6_1 part_02_shape_Z_3_1 part_02_shape_Z_6_0
##  Min.   :  0.97      Min.   :  2.62      Min.   :  0.00     
##  1st Qu.:  7.18      1st Qu.:  7.08      1st Qu.:  3.40     
##  Median : 14.13      Median : 13.40      Median :  6.91     
##  Mean   : 24.29      Mean   : 19.24      Mean   : 11.81     
##  3rd Qu.: 32.53      3rd Qu.: 24.70      3rd Qu.: 15.11     
##  Max.   :340.52      Max.   :261.96      Max.   :204.69     
##  NA's   :40036       NA's   :40036       NA's   :40036      
##  part_02_shape_Z_2_1 part_02_shape_Z_6_3 part_02_shape_Z_2_0
##  Min.   :  1.59      Min.   :  3.18      Min.   :  0.05     
##  1st Qu.: 12.44      1st Qu.: 10.99      1st Qu.:  8.77     
##  Median : 20.87      Median : 21.59      Median : 15.42     
##  Mean   : 28.87      Mean   : 35.71      Mean   : 20.90     
##  3rd Qu.: 36.88      3rd Qu.: 47.74      3rd Qu.: 27.00     
##  Max.   :315.91      Max.   :495.42      Max.   :264.77     
##  NA's   :40036       NA's   :40036       NA's   :40036      
##  part_02_shape_Z_6_2 part_02_shape_Z_5_0 part_02_shape_Z_5_1
##  Min.   :  2.17      Min.   :  0.76      Min.   :  2.71     
##  1st Qu.:  9.43      1st Qu.:  5.52      1st Qu.:  7.36     
##  Median : 18.87      Median :  7.85      Median : 13.77     
##  Mean   : 31.94      Mean   : 15.19      Mean   : 22.42     
##  3rd Qu.: 42.85      3rd Qu.: 19.77      3rd Qu.: 29.38     
##  Max.   :461.09      Max.   :241.83      Max.   :300.39     
##  NA's   :40036       NA's   :40036       NA's   :40036      
##  part_02_shape_Z_4_2 part_02_shape_Z_1_0 part_02_shape_Z_4_1
##  Min.   :  2.17      Min.   :0.67        Min.   :  0.88     
##  1st Qu.: 11.21      1st Qu.:1.34        1st Qu.:  8.87     
##  Median : 21.41      Median :1.59        Median : 17.81     
##  Mean   : 32.92      Mean   :1.66        Mean   : 27.90     
##  3rd Qu.: 43.77      3rd Qu.:1.88        3rd Qu.: 37.55     
##  Max.   :412.19      Max.   :5.05        Max.   :355.20     
##  NA's   :40036       NA's   :40036       NA's   :40036      
##  part_02_shape_Z_7_2 part_02_shape_Z_4_0 part_02_density_Z_7_3
##  Min.   :  4.53      Min.   :  0.01      Min.   :  3.21       
##  1st Qu.:  9.71      1st Qu.:  4.59      1st Qu.:  9.34       
##  Median : 15.66      Median :  9.41      Median : 14.36       
##  Mean   : 28.75      Mean   : 15.29      Mean   : 26.74       
##  3rd Qu.: 37.15      3rd Qu.: 20.64      3rd Qu.: 34.37       
##  Max.   :382.30      Max.   :247.74      Max.   :200.18       
##  NA's   :40036       NA's   :40036       NA's   :40036        
##  part_02_density_Z_0_0 part_02_density_Z_7_0 part_02_density_Z_7_1
##  Min.   :  0.78        Min.   :  0.95        Min.   :  1.99       
##  1st Qu.:  7.45        1st Qu.:  6.52        1st Qu.:  7.67       
##  Median : 12.72        Median :  8.03        Median : 10.25       
##  Mean   : 16.25        Mean   : 14.06        Mean   : 20.01       
##  3rd Qu.: 21.46        3rd Qu.: 16.53        3rd Qu.: 25.24       
##  Max.   :102.37        Max.   :122.98        Max.   :151.62       
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_density_Z_3_0 part_02_density_Z_5_2 part_02_density_Z_6_1
##  Min.   : 0.53         Min.   :  2.33        Min.   :  0.46       
##  1st Qu.: 4.13         1st Qu.:  7.66        1st Qu.:  5.02       
##  Median : 6.16         Median : 13.51        Median : 11.23       
##  Mean   :10.36         Mean   : 22.23        Mean   : 20.44       
##  3rd Qu.:13.23         3rd Qu.: 29.13        3rd Qu.: 28.83       
##  Max.   :83.38         Max.   :178.48        Max.   :185.81       
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_density_Z_3_1 part_02_density_Z_6_0 part_02_density_Z_2_1
##  Min.   :  1.96        Min.   :  0.00        Min.   :  0.78       
##  1st Qu.:  5.80        1st Qu.:  2.42        1st Qu.: 10.16       
##  Median : 10.21        Median :  5.13        Median : 17.47       
##  Mean   : 15.37        Mean   : 10.61        Mean   : 23.57       
##  3rd Qu.: 19.79        3rd Qu.: 14.50        3rd Qu.: 30.37       
##  Max.   :113.83        Max.   :115.15        Max.   :165.28       
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_density_Z_6_3 part_02_density_Z_2_0 part_02_density_Z_6_2
##  Min.   :  0.98        Min.   :  0.03        Min.   :  0.77       
##  1st Qu.:  7.71        1st Qu.:  7.45        1st Qu.:  6.59       
##  Median : 16.83        Median : 13.41        Median : 15.03       
##  Mean   : 28.80        Mean   : 17.89        Mean   : 26.14       
##  3rd Qu.: 39.48        3rd Qu.: 24.14        3rd Qu.: 36.12       
##  Max.   :257.09        Max.   :120.56        Max.   :242.55       
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_density_Z_5_0 part_02_density_Z_5_1 part_02_density_Z_4_2
##  Min.   :  0.64        Min.   :  1.68        Min.   :  0.78       
##  1st Qu.:  5.36        1st Qu.:  6.66        1st Qu.:  8.37       
##  Median :  7.39        Median : 11.17        Median : 17.88       
##  Mean   : 13.57        Mean   : 18.93        Mean   : 26.69       
##  3rd Qu.: 17.24        3rd Qu.: 24.81        3rd Qu.: 36.04       
##  Max.   :111.32        Max.   :162.42        Max.   :214.21       
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_density_Z_1_0 part_02_density_Z_4_1 part_02_density_Z_7_2
##  Min.   :0.61          Min.   :  0.40        Min.   :  2.61       
##  1st Qu.:1.33          1st Qu.:  6.76        1st Qu.:  8.57       
##  Median :1.58          Median : 15.49        Median : 12.60       
##  Mean   :1.65          Mean   : 23.15        Mean   : 24.20       
##  3rd Qu.:1.88          3rd Qu.: 31.67        3rd Qu.: 30.96       
##  Max.   :5.05          Max.   :187.56        Max.   :188.40       
##  NA's   :40036         NA's   :40036         NA's   :40036        
##  part_02_density_Z_4_0    fo_col             fc_col         
##  Min.   :  0.01        Length:585339      Length:585339     
##  1st Qu.:  3.28        Class :character   Class :character  
##  Median :  8.80        Mode  :character   Mode  :character  
##  Mean   : 13.65                                             
##  3rd Qu.: 19.25                                             
##  Max.   :119.34                                             
##  NA's   :40036                                              
##  weight_col       grid_space  solvent_radius solvent_opening_radius
##  Mode:logical   Min.   :0.2   Min.   :1.9    Min.   :1.4           
##  NA's:585339    1st Qu.:0.2   1st Qu.:1.9    1st Qu.:1.4           
##                 Median :0.2   Median :1.9    Median :1.4           
##                 Mean   :0.2   Mean   :1.9    Mean   :1.4           
##                 3rd Qu.:0.2   3rd Qu.:1.9    3rd Qu.:1.4           
##                 Max.   :0.2   Max.   :1.9    Max.   :1.4           
##                                                                    
##  resolution_max_limit   resolution       FoFc_mean         
##  Min.   :1            Min.   :0.4801   Min.   :-1.942e-07  
##  1st Qu.:1            1st Qu.:1.8000   1st Qu.:-4.620e-11  
##  Median :1            Median :2.0700   Median : 8.000e-13  
##  Mean   :1            Mean   :2.1485   Mean   : 4.470e-11  
##  3rd Qu.:1            3rd Qu.:2.4793   3rd Qu.: 5.010e-11  
##  Max.   :1            Max.   :8.9997   Max.   : 3.621e-07  
##                                                            
##     FoFc_std       FoFc_square_std        FoFc_min        
##  Min.   :0.00125   Min.   :0.0000016   Min.   :-10.82110  
##  1st Qu.:0.09028   1st Qu.:0.0081507   1st Qu.: -0.84898  
##  Median :0.12257   Median :0.0150225   Median : -0.66494  
##  Mean   :0.12905   Mean   :0.0195631   Mean   : -0.70075  
##  3rd Qu.:0.15923   3rd Qu.:0.0253543   3rd Qu.: -0.50039  
##  Max.   :0.94189   Max.   :0.8871492   Max.   : -0.01075  
##                                                           
##     FoFc_max        part_step_FoFc_std_min part_step_FoFc_std_max
##  Min.   : 0.00718   Min.   :2.8            Min.   :4.05          
##  1st Qu.: 1.14347   1st Qu.:2.8            1st Qu.:4.05          
##  Median : 1.84918   Median :2.8            Median :4.05          
##  Mean   : 2.60360   Mean   :2.8            Mean   :4.05          
##  3rd Qu.: 3.07809   3rd Qu.:2.8            3rd Qu.:4.05          
##  Max.   :45.26153   Max.   :2.8            Max.   :4.05          
##                                                                  
##  part_step_FoFc_std_step
##  Min.   :0.5            
##  1st Qu.:0.5            
##  Median :0.5            
##  Mean   :0.5            
##  3rd Qu.:0.5            
##  Max.   :0.5            
## 

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